Successful employment of surface-enhanced Raman scattering (SERS) as a powerful means for trace analyte detection depends greatly on the nanostructures of noble metals as substrates, which to date are not able to satisfy the many prerequisites for quantitative SERS analysis, e.g., excellent SERS sensitivity, longterm SERS stability in air, chemical inertness, corrosion resistivity, superior reproducibility, good chemisorption of target molecules, and so forth. We report here that Ag nanorods coated with a subnanometer-thick, pinhole-containing Al 2 O 3 shell (Ag NRs@ Al 2 O 3 ) could serve as such a substrate that meets most of the above requirements. Because of the coverage of ultrathin Al 2 O 3 shell, the Ag NRs@Al 2 O 3 substrate exhibited superior SERS sensitivity and was able to work for a long time in very corrosive and harsh environments. Meanwhile, with the Al 2 O 3 pinholes contained, this specially designed core−shell nanostructure was capable of quantifying a variety of molecules at trace levels, i.e., those that can be adsorbed chemically on the surface of either Ag or Al 2 O 3 or both. This study provides a simple approach to prepare highly sensitive, corrosion resistive, and chemically inert SERS substrates for practical, quantitative SERS analysis with wide detection fields.